Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1327457 |
| Missing cells | 263 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 151.9 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
issue_apm is highly correlated with structure_ratio and 1 other fields | High correlation |
structure_ratio is highly correlated with issue_apm and 1 other fields | High correlation |
land_ratio is highly correlated with t1_ratio | High correlation |
t1_ratio is highly correlated with issue_apm and 2 other fields | High correlation |
t2_ratio is highly correlated with t3_ratio and 1 other fields | High correlation |
t3_ratio is highly correlated with t2_ratio | High correlation |
defense_ratio is highly correlated with t2_ratio | High correlation |
issue_apm is highly correlated with structure_ratio | High correlation |
structure_ratio is highly correlated with issue_apm and 2 other fields | High correlation |
land_ratio is highly correlated with structure_ratio and 1 other fields | High correlation |
t1_ratio is highly correlated with structure_ratio and 1 other fields | High correlation |
issue_apm is highly correlated with structure_ratio | High correlation |
structure_ratio is highly correlated with issue_apm and 1 other fields | High correlation |
land_ratio is highly correlated with t1_ratio | High correlation |
t1_ratio is highly correlated with structure_ratio and 1 other fields | High correlation |
game_id is highly correlated with player_id | High correlation |
player_id is highly correlated with game_id | High correlation |
issue_apm is highly correlated with structure_ratio and 2 other fields | High correlation |
structure_ratio is highly correlated with issue_apm and 2 other fields | High correlation |
land_ratio is highly correlated with structure_ratio and 1 other fields | High correlation |
t1_ratio is highly correlated with issue_apm and 2 other fields | High correlation |
t2_ratio is highly correlated with issue_apm | High correlation |
t4_ratio is highly skewed (γ1 = 523.9540876) | Skewed |
reclaim_ratio has 184983 (13.9%) zeros | Zeros |
overcharge_ratio has 1142248 (86.0%) zeros | Zeros |
transport_ratio has 930667 (70.1%) zeros | Zeros |
air_ratio has 179076 (13.5%) zeros | Zeros |
naval_ratio has 1059757 (79.8%) zeros | Zeros |
t2_ratio has 234982 (17.7%) zeros | Zeros |
t3_ratio has 946491 (71.3%) zeros | Zeros |
t4_ratio has 1266415 (95.4%) zeros | Zeros |
defense_ratio has 227799 (17.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-28 03:19:38.180085 |
|---|---|
| Analysis finished | 2022-07-28 03:21:40.886703 |
| Duration | 2 minutes and 2.71 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 680759 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10542194.94 |
| Minimum | 4424784 |
|---|---|
| Maximum | 17181303 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 4424784 |
|---|---|
| 5-th percentile | 4841314 |
| Q1 | 7230264 |
| median | 10527277 |
| Q3 | 13746199 |
| 95-th percentile | 16411896 |
| Maximum | 17181303 |
| Range | 12756519 |
| Interquartile range (IQR) | 6515935 |
Descriptive statistics
| Standard deviation | 3733881.713 |
|---|---|
| Coefficient of variation (CV) | 0.3541844688 |
| Kurtosis | -1.231493651 |
| Mean | 10542194.94 |
| Median Absolute Deviation (MAD) | 3261289 |
| Skewness | 0.03161082887 |
| Sum | 1.399431046 × 1013 |
| Variance | 1.394187264 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10000006 | 2 | < 0.1% |
| 5689138 | 2 | < 0.1% |
| 5687866 | 2 | < 0.1% |
| 5687874 | 2 | < 0.1% |
| 5687892 | 2 | < 0.1% |
| 5687916 | 2 | < 0.1% |
| 5687941 | 2 | < 0.1% |
| 5687948 | 2 | < 0.1% |
| 5687964 | 2 | < 0.1% |
| 5688007 | 2 | < 0.1% |
| Other values (680749) | 1327437 |
| Value | Count | Frequency (%) |
| 4424784 | 2 | |
| 4424786 | 2 | |
| 4424820 | 2 | |
| 4424834 | 2 | |
| 4424841 | 2 | |
| 4424872 | 2 | |
| 4424873 | 2 | |
| 4424896 | 2 | |
| 4424898 | 2 | |
| 4424922 | 2 |
| Value | Count | Frequency (%) |
| 17181303 | 2 | |
| 17181252 | 2 | |
| 17181221 | 2 | |
| 17181204 | 2 | |
| 17181175 | 2 | |
| 17181141 | 2 | |
| 17181140 | 2 | |
| 17181050 | 2 | |
| 17181017 | 2 | |
| 17180986 | 2 |
| Distinct | 31058 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 176389.4346 |
| Minimum | 22 |
|---|---|
| Maximum | 446864 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 13043 |
| Q1 | 69346 |
| median | 162869 |
| Q3 | 271807 |
| 95-th percentile | 390331 |
| Maximum | 446864 |
| Range | 446842 |
| Interquartile range (IQR) | 202461 |
Descriptive statistics
| Standard deviation | 123047.1068 |
|---|---|
| Coefficient of variation (CV) | 0.6975877387 |
| Kurtosis | -0.9837531045 |
| Mean | 176389.4346 |
| Median Absolute Deviation (MAD) | 97682 |
| Skewness | 0.367418764 |
| Sum | 2.341493897 × 1011 |
| Variance | 1.51405905 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 116558 | 18547 | 1.4% |
| 14492 | 9303 | 0.7% |
| 145245 | 7920 | 0.6% |
| 21234 | 7812 | 0.6% |
| 15955 | 7688 | 0.6% |
| 65327 | 7286 | 0.5% |
| 435 | 7083 | 0.5% |
| 5147 | 6494 | 0.5% |
| 118213 | 5941 | 0.4% |
| 25438 | 5917 | 0.4% |
| Other values (31048) | 1243466 |
| Value | Count | Frequency (%) |
| 22 | 117 | < 0.1% |
| 23 | 12 | < 0.1% |
| 24 | 324 | |
| 36 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 47 | 24 | < 0.1% |
| 55 | 16 | < 0.1% |
| 69 | 10 | < 0.1% |
| 72 | 26 | < 0.1% |
| 91 | 23 | < 0.1% |
| Value | Count | Frequency (%) |
| 446864 | 1 | < 0.1% |
| 446835 | 8 | |
| 446813 | 2 | < 0.1% |
| 446802 | 1 | < 0.1% |
| 446783 | 3 | < 0.1% |
| 446752 | 1 | < 0.1% |
| 446719 | 1 | < 0.1% |
| 446648 | 16 | |
| 446442 | 4 | < 0.1% |
| 446410 | 1 | < 0.1% |
| Distinct | 1080005 |
|---|---|
| Distinct (%) | 81.4% |
| Missing | 263 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.49405492 |
| Minimum | 6.565920523 × 10-6 |
|---|---|
| Maximum | 251.6129032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 6.565920523 × 10-6 |
|---|---|
| 5-th percentile | 12.86278874 |
| Q1 | 21.53798826 |
| median | 30.79224755 |
| Q3 | 44.37271653 |
| 95-th percentile | 67.65534068 |
| Maximum | 251.6129032 |
| Range | 251.6128967 |
| Interquartile range (IQR) | 22.83472827 |
Descriptive statistics
| Standard deviation | 17.32399606 |
|---|---|
| Coefficient of variation (CV) | 0.5022313586 |
| Kurtosis | 1.273288671 |
| Mean | 34.49405492 |
| Median Absolute Deviation (MAD) | 10.73737392 |
| Skewness | 1.0266057 |
| Sum | 45780302.72 |
| Variance | 300.1208397 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 1031 | 0.1% |
| 12.24489796 | 600 | < 0.1% |
| 12 | 585 | < 0.1% |
| 10.90909091 | 580 | < 0.1% |
| 11.53846154 | 576 | < 0.1% |
| 11.32075472 | 557 | < 0.1% |
| 13.63636364 | 519 | < 0.1% |
| 11.76470588 | 506 | < 0.1% |
| 12.5 | 502 | < 0.1% |
| 11.11111111 | 499 | < 0.1% |
| Other values (1079995) | 1321239 |
| Value | Count | Frequency (%) |
| 6.565920523 × 10-6 | 1 | |
| 1.369064283 × 10-5 | 1 | |
| 0.03199658703 | 1 | |
| 0.0345323741 | 1 | |
| 0.04868549172 | 1 | |
| 0.05402485143 | 1 | |
| 0.06815084053 | 1 | |
| 0.08075370121 | 1 | |
| 0.08287292818 | 1 | |
| 0.08392782207 | 1 |
| Value | Count | Frequency (%) |
| 251.6129032 | 1 | |
| 226.8115942 | 1 | |
| 216.4948454 | 1 | |
| 212.345679 | 1 | |
| 193.75 | 1 | |
| 192.8571429 | 1 | |
| 185.106383 | 1 | |
| 183.8709677 | 1 | |
| 182.9268293 | 1 | |
| 180.5471125 | 1 |
| Distinct | 157981 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06184654418 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 184983 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.006741573034 |
| median | 0.03121098627 |
| Q3 | 0.08562197092 |
| 95-th percentile | 0.2269523057 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07888039789 |
Descriptive statistics
| Standard deviation | 0.08192279968 |
|---|---|
| Coefficient of variation (CV) | 1.324614023 |
| Kurtosis | 8.988952493 |
| Mean | 0.06184654418 |
| Median Absolute Deviation (MAD) | 0.02911383972 |
| Skewness | 2.491208745 |
| Sum | 82098.628 |
| Variance | 0.006711345108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 184983 | 13.9% |
| 0.07692307692 | 851 | 0.1% |
| 0.04166666667 | 820 | 0.1% |
| 0.03846153846 | 817 | 0.1% |
| 0.06666666667 | 816 | 0.1% |
| 0.07142857143 | 807 | 0.1% |
| 0.04347826087 | 806 | 0.1% |
| 0.04761904762 | 804 | 0.1% |
| 0.05555555556 | 803 | 0.1% |
| 0.05263157895 | 803 | 0.1% |
| Other values (157971) | 1135147 |
| Value | Count | Frequency (%) |
| 0 | 184983 | |
| 0.0002288853285 | 1 | < 0.1% |
| 0.0002339181287 | 1 | < 0.1% |
| 0.0002440214739 | 1 | < 0.1% |
| 0.000246852629 | 1 | < 0.1% |
| 0.0002525890376 | 1 | < 0.1% |
| 0.0002600780234 | 1 | < 0.1% |
| 0.0002664535039 | 1 | < 0.1% |
| 0.0002671653754 | 1 | < 0.1% |
| 0.0002757099531 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 48 | |
| 0.9375 | 1 | < 0.1% |
| 0.8974358974 | 1 | < 0.1% |
| 0.8928571429 | 1 | < 0.1% |
| 0.880952381 | 1 | < 0.1% |
| 0.8766756032 | 1 | < 0.1% |
| 0.875 | 2 | < 0.1% |
| 0.869047619 | 1 | < 0.1% |
| 0.8676470588 | 1 | < 0.1% |
| 0.8623481781 | 1 | < 0.1% |
| Distinct | 21101 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001053043863 |
| Minimum | 0 |
|---|---|
| Maximum | 0.1922043011 |
| Zeros | 1142248 |
| Zeros (%) | 86.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.007149240393 |
| Maximum | 0.1922043011 |
| Range | 0.1922043011 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.004015170533 |
|---|---|
| Coefficient of variation (CV) | 3.812918602 |
| Kurtosis | 87.90849788 |
| Mean | 0.001053043863 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.188728344 |
| Sum | 1397.870447 |
| Variance | 1.612159441 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1142248 | |
| 0.005494505495 | 163 | < 0.1% |
| 0.005524861878 | 160 | < 0.1% |
| 0.006622516556 | 158 | < 0.1% |
| 0.00625 | 154 | < 0.1% |
| 0.007352941176 | 153 | < 0.1% |
| 0.005102040816 | 153 | < 0.1% |
| 0.0078125 | 152 | < 0.1% |
| 0.007142857143 | 151 | < 0.1% |
| 0.005917159763 | 151 | < 0.1% |
| Other values (21091) | 183814 | 13.8% |
| Value | Count | Frequency (%) |
| 0 | 1142248 | |
| 0.0001393339836 | 1 | < 0.1% |
| 0.0001720578114 | 1 | < 0.1% |
| 0.0001836884644 | 1 | < 0.1% |
| 0.000192566917 | 1 | < 0.1% |
| 0.000202757502 | 1 | < 0.1% |
| 0.0002067397147 | 1 | < 0.1% |
| 0.0002106149958 | 1 | < 0.1% |
| 0.0002129925453 | 1 | < 0.1% |
| 0.0002158428664 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.1922043011 | 1 | |
| 0.1592128801 | 1 | |
| 0.1444823663 | 1 | |
| 0.138671875 | 1 | |
| 0.1382113821 | 1 | |
| 0.1363636364 | 1 | |
| 0.1322751323 | 1 | |
| 0.1322674419 | 1 | |
| 0.1308411215 | 1 | |
| 0.1291028446 | 1 |
| Distinct | 37137 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.003734134572 |
| Minimum | 0 |
|---|---|
| Maximum | 0.3091603053 |
| Zeros | 930667 |
| Zeros (%) | 70.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.004021447721 |
| 95-th percentile | 0.02019822461 |
| Maximum | 0.3091603053 |
| Range | 0.3091603053 |
| Interquartile range (IQR) | 0.004021447721 |
Descriptive statistics
| Standard deviation | 0.008136431788 |
|---|---|
| Coefficient of variation (CV) | 2.178933735 |
| Kurtosis | 25.86068011 |
| Mean | 0.003734134572 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.693555262 |
| Sum | 4956.903076 |
| Variance | 6.620152224 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 930667 | |
| 0.01449275362 | 369 | < 0.1% |
| 0.01351351351 | 369 | < 0.1% |
| 0.01408450704 | 366 | < 0.1% |
| 0.01694915254 | 366 | < 0.1% |
| 0.0119047619 | 366 | < 0.1% |
| 0.009174311927 | 364 | < 0.1% |
| 0.01538461538 | 364 | < 0.1% |
| 0.01149425287 | 361 | < 0.1% |
| 0.008695652174 | 358 | < 0.1% |
| Other values (37127) | 393507 |
| Value | Count | Frequency (%) |
| 0 | 930667 | |
| 0.00019462826 | 1 | < 0.1% |
| 0.0002333177788 | 1 | < 0.1% |
| 0.0002497502498 | 1 | < 0.1% |
| 0.0002525252525 | 1 | < 0.1% |
| 0.0002530364372 | 1 | < 0.1% |
| 0.000253164557 | 1 | < 0.1% |
| 0.000256147541 | 1 | < 0.1% |
| 0.0002568053416 | 1 | < 0.1% |
| 0.0002643404705 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.3091603053 | 1 | |
| 0.3047619048 | 1 | |
| 0.2273809524 | 1 | |
| 0.2197309417 | 1 | |
| 0.2192982456 | 1 | |
| 0.2057142857 | 1 | |
| 0.2043010753 | 1 | |
| 0.201754386 | 1 | |
| 0.1952662722 | 1 | |
| 0.1946902655 | 1 |
structure_ratio
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 183210 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2215266485 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2489 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07661290323 |
| Q1 | 0.1279826464 |
| median | 0.1812080537 |
| Q3 | 0.2571428571 |
| 95-th percentile | 0.4845196041 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1291602107 |
Descriptive statistics
| Standard deviation | 0.1640505984 |
|---|---|
| Coefficient of variation (CV) | 0.7405456614 |
| Kurtosis | 10.51549392 |
| Mean | 0.2215266485 |
| Median Absolute Deviation (MAD) | 0.06111276542 |
| Skewness | 2.92910561 |
| Sum | 294067.1002 |
| Variance | 0.02691259884 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 30961 | 2.3% |
| 0.5 | 3679 | 0.3% |
| 0.25 | 3240 | 0.2% |
| 0.3333333333 | 3221 | 0.2% |
| 0.2 | 3006 | 0.2% |
| 0.1666666667 | 2593 | 0.2% |
| 0 | 2489 | 0.2% |
| 0.1428571429 | 1975 | 0.1% |
| 0.6666666667 | 1823 | 0.1% |
| 0.125 | 1539 | 0.1% |
| Other values (183200) | 1272931 |
| Value | Count | Frequency (%) |
| 0 | 2489 | |
| 0.0009057971014 | 1 | < 0.1% |
| 0.001156069364 | 1 | < 0.1% |
| 0.0015625 | 1 | < 0.1% |
| 0.0016 | 1 | < 0.1% |
| 0.00185528757 | 1 | < 0.1% |
| 0.001941747573 | 1 | < 0.1% |
| 0.00205338809 | 1 | < 0.1% |
| 0.002087682672 | 1 | < 0.1% |
| 0.002183406114 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 30961 | |
| 0.9936102236 | 1 | < 0.1% |
| 0.987012987 | 1 | < 0.1% |
| 0.9864864865 | 1 | < 0.1% |
| 0.9827586207 | 2 | < 0.1% |
| 0.9811320755 | 1 | < 0.1% |
| 0.9803921569 | 1 | < 0.1% |
| 0.9772727273 | 1 | < 0.1% |
| 0.9756097561 | 1 | < 0.1% |
| 0.9736842105 | 1 | < 0.1% |
| Distinct | 89535 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03259337437 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 179076 |
| Zeros (%) | 13.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01123595506 |
| median | 0.02450980392 |
| Q3 | 0.0431372549 |
| 95-th percentile | 0.08722741433 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.03190129985 |
Descriptive statistics
| Standard deviation | 0.04459548684 |
|---|---|
| Coefficient of variation (CV) | 1.3682378 |
| Kurtosis | 222.3843749 |
| Mean | 0.03259337437 |
| Median Absolute Deviation (MAD) | 0.01527799449 |
| Skewness | 11.40241227 |
| Sum | 43266.30297 |
| Variance | 0.001988757447 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 179076 | 13.5% |
| 0.03571428571 | 1565 | 0.1% |
| 0.03225806452 | 1496 | 0.1% |
| 0.03448275862 | 1481 | 0.1% |
| 0.03703703704 | 1477 | 0.1% |
| 0.03333333333 | 1474 | 0.1% |
| 0.03846153846 | 1467 | 0.1% |
| 0.0303030303 | 1461 | 0.1% |
| 0.02857142857 | 1460 | 0.1% |
| 0.04545454545 | 1455 | 0.1% |
| Other values (89525) | 1135045 |
| Value | Count | Frequency (%) |
| 0 | 179076 | |
| 0.0002848191398 | 1 | < 0.1% |
| 0.0003117206983 | 1 | < 0.1% |
| 0.0003133813851 | 1 | < 0.1% |
| 0.0003235198965 | 1 | < 0.1% |
| 0.0003404834866 | 1 | < 0.1% |
| 0.000340947835 | 1 | < 0.1% |
| 0.0003427004798 | 1 | < 0.1% |
| 0.0003603603604 | 1 | < 0.1% |
| 0.0003653635367 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1273 | |
| 0.9590163934 | 1 | < 0.1% |
| 0.8888888889 | 2 | < 0.1% |
| 0.875 | 2 | < 0.1% |
| 0.8571428571 | 2 | < 0.1% |
| 0.8333333333 | 1 | < 0.1% |
| 0.8275862069 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.7916666667 | 1 | < 0.1% |
| 0.7727272727 | 1 | < 0.1% |
| Distinct | 157701 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1473298496 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 7531 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.03773584906 |
| Q1 | 0.07698961938 |
| median | 0.1151515152 |
| Q3 | 0.1712062257 |
| 95-th percentile | 0.3333333333 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.0942166063 |
Descriptive statistics
| Standard deviation | 0.1354591488 |
|---|---|
| Coefficient of variation (CV) | 0.9194277275 |
| Kurtosis | 20.12508459 |
| Mean | 0.1473298496 |
| Median Absolute Deviation (MAD) | 0.04423460971 |
| Skewness | 3.9215678 |
| Sum | 195574.0402 |
| Variance | 0.01834918101 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 17323 | 1.3% |
| 0 | 7531 | 0.6% |
| 0.3333333333 | 5008 | 0.4% |
| 0.5 | 4927 | 0.4% |
| 0.2 | 4355 | 0.3% |
| 0.25 | 4341 | 0.3% |
| 0.1666666667 | 4098 | 0.3% |
| 0.1428571429 | 3771 | 0.3% |
| 0.125 | 3071 | 0.2% |
| 0.1111111111 | 2702 | 0.2% |
| Other values (157691) | 1270330 |
| Value | Count | Frequency (%) |
| 0 | 7531 | |
| 0.001094091904 | 1 | < 0.1% |
| 0.001098901099 | 1 | < 0.1% |
| 0.001131221719 | 1 | < 0.1% |
| 0.001222493888 | 1 | < 0.1% |
| 0.001255492781 | 1 | < 0.1% |
| 0.001338688086 | 1 | < 0.1% |
| 0.001342281879 | 1 | < 0.1% |
| 0.001427551749 | 1 | < 0.1% |
| 0.001453488372 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 17323 | |
| 0.9772727273 | 1 | < 0.1% |
| 0.976744186 | 1 | < 0.1% |
| 0.9743589744 | 1 | < 0.1% |
| 0.96875 | 3 | < 0.1% |
| 0.9677419355 | 1 | < 0.1% |
| 0.9666666667 | 1 | < 0.1% |
| 0.9655172414 | 1 | < 0.1% |
| 0.962962963 | 2 | < 0.1% |
| 0.9615384615 | 1 | < 0.1% |
| Distinct | 51401 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006293813221 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1059757 |
| Zeros (%) | 79.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.04176904177 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.01691427038 |
|---|---|
| Coefficient of variation (CV) | 2.687443968 |
| Kurtosis | 67.91057647 |
| Mean | 0.006293813221 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.670360223 |
| Sum | 8354.766418 |
| Variance | 0.0002860925424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1059757 | |
| 0.03125 | 304 | < 0.1% |
| 0.04166666667 | 291 | < 0.1% |
| 0.0303030303 | 291 | < 0.1% |
| 0.03703703704 | 289 | < 0.1% |
| 0.03225806452 | 276 | < 0.1% |
| 0.02564102564 | 276 | < 0.1% |
| 0.0243902439 | 275 | < 0.1% |
| 0.04 | 274 | < 0.1% |
| 0.04545454545 | 274 | < 0.1% |
| Other values (51391) | 265150 | 20.0% |
| Value | Count | Frequency (%) |
| 0 | 1059757 | |
| 0.0002570694087 | 1 | < 0.1% |
| 0.0002630194634 | 1 | < 0.1% |
| 0.0002704164413 | 1 | < 0.1% |
| 0.0002968239834 | 1 | < 0.1% |
| 0.0003070310101 | 1 | < 0.1% |
| 0.0003095975232 | 1 | < 0.1% |
| 0.000313283208 | 1 | < 0.1% |
| 0.0003135779241 | 1 | < 0.1% |
| 0.000320410125 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 0.95 | 1 | < 0.1% |
| 0.5 | 4 | |
| 0.451754386 | 1 | < 0.1% |
| 0.4444444444 | 1 | < 0.1% |
| 0.4405594406 | 1 | < 0.1% |
| 0.3828125 | 1 | < 0.1% |
| 0.375 | 1 | < 0.1% |
| 0.3636363636 | 1 | < 0.1% |
| 0.3571428571 | 1 | < 0.1% |
| Distinct | 188568 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2976308655 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2481 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1112099644 |
| Q1 | 0.1822503962 |
| median | 0.2524752475 |
| Q3 | 0.3520179372 |
| 95-th percentile | 0.6666666667 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.169767541 |
Descriptive statistics
| Standard deviation | 0.182605301 |
|---|---|
| Coefficient of variation (CV) | 0.6135294493 |
| Kurtosis | 4.834715322 |
| Mean | 0.2976308655 |
| Median Absolute Deviation (MAD) | 0.08078151203 |
| Skewness | 2.023291706 |
| Sum | 395092.1758 |
| Variance | 0.03334469595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 35068 | 2.6% |
| 0.5 | 3206 | 0.2% |
| 0.3333333333 | 3064 | 0.2% |
| 0.25 | 2521 | 0.2% |
| 0 | 2481 | 0.2% |
| 0.6666666667 | 2185 | 0.2% |
| 0.75 | 1894 | 0.1% |
| 0.2 | 1759 | 0.1% |
| 0.8 | 1583 | 0.1% |
| 0.8333333333 | 1508 | 0.1% |
| Other values (188558) | 1272188 |
| Value | Count | Frequency (%) |
| 0 | 2481 | |
| 0.001811594203 | 1 | < 0.1% |
| 0.0022172949 | 1 | < 0.1% |
| 0.002506265664 | 1 | < 0.1% |
| 0.002617801047 | 1 | < 0.1% |
| 0.002680965147 | 1 | < 0.1% |
| 0.003205128205 | 1 | < 0.1% |
| 0.004175365344 | 1 | < 0.1% |
| 0.005882352941 | 1 | < 0.1% |
| 0.00625 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 35068 | |
| 0.987012987 | 2 | < 0.1% |
| 0.9868421053 | 1 | < 0.1% |
| 0.9861111111 | 1 | < 0.1% |
| 0.9855072464 | 1 | < 0.1% |
| 0.9852941176 | 3 | < 0.1% |
| 0.9848484848 | 2 | < 0.1% |
| 0.9846153846 | 2 | < 0.1% |
| 0.9841269841 | 2 | < 0.1% |
| 0.9838709677 | 1 | < 0.1% |
| Distinct | 131833 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04321170463 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9776357827 |
| Zeros | 234982 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.004405286344 |
| median | 0.02578796562 |
| Q3 | 0.06265356265 |
| 95-th percentile | 0.1460674157 |
| Maximum | 0.9776357827 |
| Range | 0.9776357827 |
| Interquartile range (IQR) | 0.05824827631 |
Descriptive statistics
| Standard deviation | 0.05357911382 |
|---|---|
| Coefficient of variation (CV) | 1.23992132 |
| Kurtosis | 10.95193654 |
| Mean | 0.04321170463 |
| Median Absolute Deviation (MAD) | 0.02449430456 |
| Skewness | 2.504736442 |
| Sum | 57361.67979 |
| Variance | 0.002870721438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 234982 | 17.7% |
| 0.05882352941 | 840 | 0.1% |
| 0.05263157895 | 822 | 0.1% |
| 0.07692307692 | 810 | 0.1% |
| 0.0625 | 810 | 0.1% |
| 0.05555555556 | 801 | 0.1% |
| 0.03846153846 | 799 | 0.1% |
| 0.05 | 796 | 0.1% |
| 0.04166666667 | 783 | 0.1% |
| 0.06666666667 | 781 | 0.1% |
| Other values (131823) | 1085233 |
| Value | Count | Frequency (%) |
| 0 | 234982 | |
| 0.0003310162198 | 1 | < 0.1% |
| 0.0003372681282 | 1 | < 0.1% |
| 0.0003571428571 | 1 | < 0.1% |
| 0.0003743916136 | 1 | < 0.1% |
| 0.0003765060241 | 1 | < 0.1% |
| 0.0003780718336 | 1 | < 0.1% |
| 0.0003838771593 | 1 | < 0.1% |
| 0.0004273504274 | 1 | < 0.1% |
| 0.0004366812227 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9776357827 | 1 | < 0.1% |
| 0.9069767442 | 1 | < 0.1% |
| 0.8888888889 | 1 | < 0.1% |
| 0.875 | 3 | |
| 0.8571428571 | 2 | |
| 0.8125 | 1 | < 0.1% |
| 0.8111111111 | 1 | < 0.1% |
| 0.8051282051 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.7777777778 | 2 |
| Distinct | 76783 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007015405283 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 946491 |
| Zeros (%) | 71.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.002044989775 |
| 95-th percentile | 0.04371584699 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.002044989775 |
Descriptive statistics
| Standard deviation | 0.02061846572 |
|---|---|
| Coefficient of variation (CV) | 2.939027025 |
| Kurtosis | 60.53709401 |
| Mean | 0.007015405283 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.485198705 |
| Sum | 9312.648851 |
| Variance | 0.0004251211286 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 946491 | |
| 0.003984063745 | 189 | < 0.1% |
| 0.003115264798 | 183 | < 0.1% |
| 0.003424657534 | 183 | < 0.1% |
| 0.004016064257 | 183 | < 0.1% |
| 0.003355704698 | 182 | < 0.1% |
| 0.003448275862 | 181 | < 0.1% |
| 0.003215434084 | 180 | < 0.1% |
| 0.003134796238 | 179 | < 0.1% |
| 0.005050505051 | 178 | < 0.1% |
| Other values (76773) | 379328 |
| Value | Count | Frequency (%) |
| 0 | 946491 | |
| 0.0002158428664 | 1 | < 0.1% |
| 0.0002281542323 | 1 | < 0.1% |
| 0.0002576655501 | 1 | < 0.1% |
| 0.0002649708532 | 1 | < 0.1% |
| 0.0002713704206 | 1 | < 0.1% |
| 0.0002749518834 | 1 | < 0.1% |
| 0.0002804262479 | 1 | < 0.1% |
| 0.0002895193978 | 1 | < 0.1% |
| 0.0002942907593 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 0.6666666667 | 1 | < 0.1% |
| 0.6428571429 | 1 | < 0.1% |
| 0.5673758865 | 1 | < 0.1% |
| 0.5 | 3 | |
| 0.4753974262 | 1 | < 0.1% |
| 0.4560216509 | 1 | < 0.1% |
| 0.4460255152 | 1 | < 0.1% |
| 0.4361445783 | 1 | < 0.1% |
| 0.4182156134 | 1 | < 0.1% |
| Distinct | 10441 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0001065681643 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1266415 |
| Zeros (%) | 95.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.001132214919 |
|---|---|
| Coefficient of variation (CV) | 10.624326 |
| Kurtosis | 458372.5156 |
| Mean | 0.0001065681643 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 523.9540876 |
| Sum | 141.4646557 |
| Variance | 1.281910623 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1266415 | |
| 0.001976284585 | 61 | < 0.1% |
| 0.001912045889 | 60 | < 0.1% |
| 0.001805054152 | 59 | < 0.1% |
| 0.001795332136 | 59 | < 0.1% |
| 0.001897533207 | 58 | < 0.1% |
| 0.001550387597 | 56 | < 0.1% |
| 0.001610305958 | 55 | < 0.1% |
| 0.001579778831 | 55 | < 0.1% |
| 0.001543209877 | 54 | < 0.1% |
| Other values (10431) | 60525 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 1266415 | |
| 0.0001275998469 | 1 | < 0.1% |
| 0.0001594642003 | 1 | < 0.1% |
| 0.0001687478907 | 1 | < 0.1% |
| 0.0001735809755 | 1 | < 0.1% |
| 0.0001750393839 | 1 | < 0.1% |
| 0.0001768033946 | 1 | < 0.1% |
| 0.0001783166904 | 1 | < 0.1% |
| 0.0001805054152 | 1 | < 0.1% |
| 0.0001815541031 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.08051628765 | 1 | |
| 0.0690316395 | 1 | |
| 0.06466302368 | 1 | |
| 0.06313993174 | 1 | |
| 0.0626566416 | 1 | |
| 0.06240713224 | 1 | |
| 0.06031933767 | 1 | |
| 0.06011854361 | 1 | |
| 0.05934718101 | 1 |
| Distinct | 88884 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02267242342 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 227799 |
| Zeros (%) | 17.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.003636363636 |
| median | 0.0126459144 |
| Q3 | 0.02941176471 |
| 95-th percentile | 0.07987220447 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02577540107 |
Descriptive statistics
| Standard deviation | 0.03261947666 |
|---|---|
| Coefficient of variation (CV) | 1.438729158 |
| Kurtosis | 115.0229925 |
| Mean | 0.02267242342 |
| Median Absolute Deviation (MAD) | 0.01100657013 |
| Skewness | 6.282074313 |
| Sum | 30096.66718 |
| Variance | 0.001064030257 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 227799 | 17.2% |
| 0.02173913043 | 941 | 0.1% |
| 0.02325581395 | 930 | 0.1% |
| 0.025 | 930 | 0.1% |
| 0.02127659574 | 927 | 0.1% |
| 0.02083333333 | 922 | 0.1% |
| 0.01639344262 | 919 | 0.1% |
| 0.01818181818 | 917 | 0.1% |
| 0.02564102564 | 916 | 0.1% |
| 0.0303030303 | 915 | 0.1% |
| Other values (88874) | 1091341 |
| Value | Count | Frequency (%) |
| 0 | 227799 | |
| 0.0002686727566 | 1 | < 0.1% |
| 0.000279798545 | 1 | < 0.1% |
| 0.0002810567735 | 1 | < 0.1% |
| 0.0003008423586 | 1 | < 0.1% |
| 0.0003088326127 | 1 | < 0.1% |
| 0.0003261578604 | 1 | < 0.1% |
| 0.0003571428571 | 1 | < 0.1% |
| 0.0003632401017 | 1 | < 0.1% |
| 0.000366568915 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 108 | |
| 0.987012987 | 1 | < 0.1% |
| 0.9827586207 | 1 | < 0.1% |
| 0.9803921569 | 1 | < 0.1% |
| 0.9772727273 | 1 | < 0.1% |
| 0.9736842105 | 1 | < 0.1% |
| 0.972972973 | 1 | < 0.1% |
| 0.9714285714 | 1 | < 0.1% |
| 0.9701492537 | 1 | < 0.1% |
| 0.9677419355 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| game_id | player_id | issue_apm | reclaim_ratio | overcharge_ratio | transport_ratio | structure_ratio | air_ratio | land_ratio | naval_ratio | t1_ratio | t2_ratio | t3_ratio | t4_ratio | defense_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10000006 | 304205 | 33.300943 | 0.022657 | 0.0 | 0.000000 | 0.141092 | 0.017508 | 0.078270 | 0.000000 | 0.122554 | 0.065911 | 0.019567 | 0.001030 | 0.008239 |
| 1 | 10000006 | 258198 | 46.119403 | 0.029873 | 0.0 | 0.004481 | 0.109037 | 0.011949 | 0.047050 | 0.000000 | 0.103062 | 0.048544 | 0.006721 | 0.000000 | 0.052278 |
| 2 | 10000034 | 26737 | 20.049689 | 0.100372 | 0.0 | 0.000000 | 0.278810 | 0.014870 | 0.167286 | 0.000000 | 0.364312 | 0.074349 | 0.000000 | 0.000000 | 0.018587 |
| 3 | 10000034 | 41066 | 19.076623 | 0.003831 | 0.0 | 0.000000 | 0.203065 | 0.000000 | 0.130268 | 0.000000 | 0.283525 | 0.019157 | 0.000000 | 0.000000 | 0.015326 |
| 4 | 10000035 | 226514 | 43.486778 | 0.010135 | 0.0 | 0.011824 | 0.222973 | 0.025338 | 0.150338 | 0.000000 | 0.285473 | 0.065878 | 0.000000 | 0.000000 | 0.010135 |
| 5 | 10000035 | 55124 | 34.175334 | 0.082609 | 0.0 | 0.002174 | 0.256522 | 0.028261 | 0.110870 | 0.000000 | 0.341304 | 0.000000 | 0.000000 | 0.000000 | 0.013043 |
| 6 | 10000046 | 203172 | 63.618875 | 0.022412 | 0.0 | 0.000000 | 0.098186 | 0.033084 | 0.074707 | 0.000000 | 0.175027 | 0.004269 | 0.000000 | 0.000000 | 0.001067 |
| 7 | 10000046 | 33632 | 54.502583 | 0.006180 | 0.0 | 0.022250 | 0.233622 | 0.064277 | 0.195303 | 0.000000 | 0.404203 | 0.016069 | 0.004944 | 0.000000 | 0.037083 |
| 8 | 10000067 | 89175 | 17.137616 | 0.000000 | 0.0 | 0.000000 | 0.405199 | 0.090214 | 0.114679 | 0.168196 | 0.431193 | 0.238532 | 0.045872 | 0.004587 | 0.125382 |
| 9 | 10000067 | 278581 | 10.594796 | 0.007519 | 0.0 | 0.020050 | 0.298246 | 0.125313 | 0.085213 | 0.052632 | 0.250627 | 0.157895 | 0.050125 | 0.010025 | 0.025063 |
Last rows
| game_id | player_id | issue_apm | reclaim_ratio | overcharge_ratio | transport_ratio | structure_ratio | air_ratio | land_ratio | naval_ratio | t1_ratio | t2_ratio | t3_ratio | t4_ratio | defense_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1327447 | 9999811 | 231084 | 20.993702 | 0.090000 | 0.003333 | 0.000000 | 0.323333 | 0.033333 | 0.133333 | 0.000000 | 0.393333 | 0.050000 | 0.000000 | 0.0 | 0.013333 |
| 1327448 | 9999811 | 145245 | 23.261278 | 0.148485 | 0.000000 | 0.051515 | 0.348485 | 0.024242 | 0.203030 | 0.000000 | 0.512121 | 0.012121 | 0.000000 | 0.0 | 0.093939 |
| 1327449 | 9999832 | 33632 | 67.370008 | 0.107383 | 0.002237 | 0.002983 | 0.121551 | 0.053691 | 0.091723 | 0.002983 | 0.196122 | 0.035794 | 0.000000 | 0.0 | 0.013423 |
| 1327450 | 9999832 | 203172 | 77.860676 | 0.169897 | 0.000000 | 0.005168 | 0.083979 | 0.020026 | 0.055556 | 0.016796 | 0.133075 | 0.009690 | 0.000000 | 0.0 | 0.004522 |
| 1327451 | 9999855 | 256946 | 33.405114 | 0.000000 | 0.000000 | 0.000000 | 0.149073 | 0.026591 | 0.091056 | 0.000000 | 0.127317 | 0.053989 | 0.016922 | 0.0 | 0.003223 |
| 1327452 | 9999855 | 55124 | 36.533644 | 0.101396 | 0.000000 | 0.000000 | 0.127112 | 0.029390 | 0.080088 | 0.000000 | 0.085966 | 0.116826 | 0.010287 | 0.0 | 0.024247 |
| 1327453 | 9999918 | 89175 | 14.588206 | 0.000000 | 0.000000 | 0.000000 | 0.306329 | 0.037975 | 0.278481 | 0.000000 | 0.382278 | 0.134177 | 0.032911 | 0.0 | 0.030380 |
| 1327454 | 9999918 | 278581 | 13.730061 | 0.032172 | 0.000000 | 0.000000 | 0.184987 | 0.000000 | 0.096515 | 0.000000 | 0.163539 | 0.088472 | 0.000000 | 0.0 | 0.016086 |
| 1327455 | 9999977 | 203172 | 70.355623 | 0.201405 | 0.000000 | 0.000000 | 0.037471 | 0.000000 | 0.058548 | 0.000000 | 0.086651 | 0.000000 | 0.000000 | 0.0 | 0.000000 |
| 1327456 | 9999977 | 33632 | 89.305765 | 0.062557 | 0.002760 | 0.000000 | 0.034959 | 0.005520 | 0.063477 | 0.000000 | 0.087397 | 0.000000 | 0.000000 | 0.0 | 0.000920 |